{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/bmurmann/ADC-survey/blob/main/plots/aperture_plot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MOkmxjrkkPJS"
      },
      "source": [
        "# ADC Survey: Aperture Plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "h4nZaDktMRTL"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "try:\n",
        "    from google.colab import files\n",
        "    IN_COLAB = True\n",
        "except:\n",
        "    IN_COLAB = False"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "U6pyV95WkVGx"
      },
      "outputs": [],
      "source": [
        "# Read latest survey data and concatenate ISSCC and VLSI data\n",
        "if IN_COLAB:\n",
        "    data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n",
        "else:\n",
        "    data = \"../xls/ADCsurvey_latest.xlsx\"\n",
        "df1 = pd.read_excel(data, sheet_name='ISSCC')\n",
        "df2 = pd.read_excel(data, sheet_name='VLSI')\n",
        "df = pd.concat([df1, df2])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VxF-jvN0rEBe",
        "outputId": "4be5e2fd-f2e4-45bd-e06e-9afa2b02ff2b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n",
            "       'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n",
            "       'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n",
            "       'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n",
            "       'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n",
            "       'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n",
            "       'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n",
            "       'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n",
            "      dtype='object')\n"
          ]
        }
      ],
      "source": [
        "# Show headers of data table\n",
        "print(df.keys())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "snl3YeC_ge0g"
      },
      "outputs": [],
      "source": [
        "# Compute envelope for aperture plot\n",
        "jitter_estimate = 1/(2*np.pi*df['fin_hf [Hz]'] * np.sqrt(10**(df['SNDR_hf [dB]']/10)))\n",
        "smallest_three = sorted(jitter_estimate, key = lambda x : float('inf') if np.isnan(x) else x)[:3]\n",
        "jitter_min = np.mean(smallest_three)\n",
        "jitter_max = 1e-12\n",
        "env_x = np.linspace(1e6, 1e11, 100)\n",
        "env_y1 = -20*np.log10(2*np.pi*env_x*jitter_min)\n",
        "env_y2 = -20*np.log10(2*np.pi*env_x*jitter_max)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "d5JmQy4ucGeD"
      },
      "outputs": [],
      "source": [
        "# Decent settings for a PowerPoint figure\n",
        "font=16\n",
        "size=(8, 5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "0v3-8r5ooVn-",
        "outputId": "eaec4c5b-6e89-4f25-8c3d-f64eb7380914"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fig, ax = plt.subplots(figsize=size)\n",
        "ax.plot(df['fin_hf [Hz]'], df['SNDR_hf [dB]'], 'b.', ms=15, label='ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n",
        "ax.plot(env_x, env_y1, 'k', label='Jitter=%.1f fs' %(jitter_min/1e-15))\n",
        "ax.plot(env_x, env_y2, 'k--', label='Jitter=%.0f fs' %(jitter_max/1e-15))\n",
        "ax.legend(frameon=1, fontsize=font-3)\n",
        "ax.set_xscale('log')\n",
        "ax.set_xlim((1e6, 1e11))\n",
        "ax.set_ylim((20, 100))\n",
        "plt.xticks(fontsize=font)\n",
        "plt.yticks(fontsize=font)\n",
        "plt.xlabel('$f_{in,hf}$ [Hz]', fontsize=font)\n",
        "plt.ylabel('$SNDR$ [dB]', fontsize=font)\n",
        "plt.grid(True)\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "F6V04XwJMSxZ",
        "outputId": "61a6cb69-0515-4322-9924-3bf389a0122a"
      },
      "outputs": [],
      "source": [
        "# save as high-resolution png file\n",
        "if IN_COLAB:\n",
        "   files.download('aperture_plot.png')\n",
        "else:\n",
        "   fig.savefig(\"aperture_plot.png\", dpi=600)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "authorship_tag": "ABX9TyNFi75FryQZLjLMzbsULMTI",
      "include_colab_link": true,
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.2"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
